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@@ -132,7 +132,10 @@ Exploring Refusal Loss Landscapes </title>
         <ul>
           <li>Paper: <a href="https://arxiv.org/abs/2310.08419" target="_blank" rel="noopener noreferrer">
             Jailbreaking Black Box Large Language Models in Twenty Queries</a></li>
-          <li>Brief Introduction: </li>
+          <li>Brief Introduction: PAIR uses an attacker LLM to automatically generate jailbreaks for a separate targeted LLM 
+            without human intervention. The attacker LLM iteratively queries the target LLM to update and refine a candidate 
+            jailbreak based on the comments and the rated score provided by another Judge model.
+            Empirically, PAIR often requires fewer than twenty queries to produce a successful jailbreak.</li>
         </ul>
       </div>
       <h3>TAP</h3>